Towards Knowledge-Centric Process Mining

01/26/2023
by   Asjad Khan, et al.
0

Process analytic approaches play a critical role in supporting the practice of business process management and continuous process improvement by leveraging process-related data to identify performance bottlenecks, extracting insights about reducing costs and optimizing the utilization of available resources. Process analytic techniques often have to contend with real-world settings where available logs are noisy or incomplete. In this paper we present an approach that permits process analytics techniques to deliver value in the face of noisy/incomplete event logs. Our approach leverages knowledge graphs to mitigate the effects of noise in event logs while supporting process analysts in understanding variability associated with event logs.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
01/25/2023

A Survey of Process-Oriented Data Science and Analytics for supporting Business Process Management

Process analytics approaches allow organizations to support the practice...
research
03/06/2021

Extracting Semantic Process Information from the Natural Language in Event Logs

Process mining focuses on the analysis of recorded event data in order t...
research
05/03/2022

Filtering and Sampling Object-Centric Event Logs

The scalability of process mining techniques is one of the main challeng...
research
01/13/2022

Supporting Domain Data Selection in Data-Enhanced Process Models

Process mining bridges the gap between process management and data scien...
research
03/29/2022

Process Mining Analysis of Puzzle-Based Cybersecurity Training

The hands-on cybersecurity training quality is crucial to mitigate cyber...
research
02/14/2020

Workload Prediction of Business Processes – An Approach Based on Process Mining and Recurrent Neural Networks

Recent advances in the interconnectedness and digitization of industrial...
research
05/18/2018

Cancer Research UK Drug Discovery Process Mining

Background. The Drug Discovery Unit (DDU) of Cancer Research UK (CRUK) i...

Please sign up or login with your details

Forgot password? Click here to reset